Files
submmit/.modelhub_state/market_intelligence.json

791 lines
25 KiB
JSON

{
"communityAttemptedAt": "2026-10-23T00:08:42.321126+00:00",
"communityError": "ModelHubAPIError: 分页大小不能超过100",
"communitySample": {},
"communityUpdatedAt": null,
"frameworkAttemptedAt": "2026-10-22T21:16:34.162168+00:00",
"frameworkError": null,
"frameworkStats": {
"text-generation": {
"Ascend_910-b3": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 43920,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 22132,
"successRate": 0.5039162112932605,
"wilsonLowerBound": 0.4992399969650459
},
"vllm": {
"framework": "vllm",
"modelCount": 58519,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15603,
"successRate": 0.2666313505015465,
"wilsonLowerBound": 0.2630639391729495
},
"vllm_0.23.0": {
"framework": "vllm_0.23.0",
"modelCount": 1,
"officialConfigError": "framework_mismatch",
"officialConfigValid": false,
"successCount": 1,
"successRate": 1.0,
"wilsonLowerBound": 0.20654329147389294
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 5564,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1792,
"successRate": 0.32207045291157443,
"wilsonLowerBound": 0.3099187664129495
}
},
"Ascend_910-b4": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 38971,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 18717,
"successRate": 0.48028020836006263,
"wilsonLowerBound": 0.47532198963644784
},
"vllm": {
"framework": "vllm",
"modelCount": 40845,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 11184,
"successRate": 0.2738156445097319,
"wilsonLowerBound": 0.26951253410240456
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 14575,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6007,
"successRate": 0.41214408233276156,
"wilsonLowerBound": 0.404177056426847
}
},
"Biren_166m": {
"vllm": {
"framework": "vllm",
"modelCount": 64307,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12099,
"successRate": 0.18814436997527487,
"wilsonLowerBound": 0.18514230103244683
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 36421,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7644,
"successRate": 0.20987891600999423,
"wilsonLowerBound": 0.2057273593848984
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8449,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 117,
"successRate": 0.013847792638182033,
"wilsonLowerBound": 0.011567710061743125
}
},
"Cambricon_mlu-370-x4": {
"vllm": {
"framework": "vllm",
"modelCount": 26813,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3293,
"successRate": 0.12281356058628277,
"wilsonLowerBound": 0.11893877089459196
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 16525,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1676,
"successRate": 0.10142208774583963,
"wilsonLowerBound": 0.09691144896995606
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 17896,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 6876,
"successRate": 0.3842199374161824,
"wilsonLowerBound": 0.3771189324063868
}
},
"Cambricon_mlu-370-x8": {
"vllm": {
"framework": "vllm",
"modelCount": 24845,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3811,
"successRate": 0.15339102435097604,
"wilsonLowerBound": 0.14896360434012607
},
"vllm-customized": {
"framework": "vllm-customized",
"modelCount": 8123,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 544,
"successRate": 0.066970331158439,
"wilsonLowerBound": 0.061736366111672984
},
"vllm-mlu": {
"framework": "vllm-mlu",
"modelCount": 56270,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 14114,
"successRate": 0.2508263728452106,
"wilsonLowerBound": 0.24726171332804917
}
},
"Iluvatar_bi-100": {
"transformers": {
"framework": "transformers",
"modelCount": 25742,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3326,
"successRate": 0.12920518996192992,
"wilsonLowerBound": 0.125162818567416
},
"vllm": {
"framework": "vllm",
"modelCount": 87132,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 9774,
"successRate": 0.11217463159344443,
"wilsonLowerBound": 0.11009625130917604
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 50356,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5767,
"successRate": 0.11452458495511955,
"wilsonLowerBound": 0.11177251120538105
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 52848,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3868,
"successRate": 0.07319103844989404,
"wilsonLowerBound": 0.07100134845779771
}
},
"Iluvatar_bi-150": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 95269,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 24082,
"successRate": 0.2527789732231891,
"wilsonLowerBound": 0.25002919411801594
},
"llamacpp_opt": {
"framework": "llamacpp_opt",
"modelCount": 156,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
},
"transformers": {
"framework": "transformers",
"modelCount": 5718,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 591,
"successRate": 0.10335781741867786,
"wilsonLowerBound": 0.09573158051257669
},
"vllm": {
"framework": "vllm",
"modelCount": 112943,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 16542,
"successRate": 0.1464632602286109,
"wilsonLowerBound": 0.14441322217359268
},
"vllm-0.17.0": {
"framework": "vllm-0.17.0",
"modelCount": 334,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1,
"successRate": 0.0029940119760479044,
"wilsonLowerBound": 0.0005286986847552426
},
"vllm_0_17_0_corex_4_4_0": {
"framework": "vllm_0_17_0_corex_4_4_0",
"modelCount": 26344,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 4241,
"successRate": 0.16098542362587306,
"wilsonLowerBound": 0.15659684056859108
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 44649,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5810,
"successRate": 0.13012609464937624,
"wilsonLowerBound": 0.12703712656592575
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 8565,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 840,
"successRate": 0.09807355516637478,
"wilsonLowerBound": 0.09195383894812321
}
},
"Iluvatar_mrv-100": {
"transformers": {
"framework": "transformers",
"modelCount": 205,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 37,
"successRate": 0.18048780487804877,
"wilsonLowerBound": 0.13387369642098657
},
"vllm": {
"framework": "vllm",
"modelCount": 35958,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7266,
"successRate": 0.20206908059402637,
"wilsonLowerBound": 0.19795059761263814
}
},
"Kunlunxin_p-800": {
"vllm": {
"framework": "vllm",
"modelCount": 61584,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 12431,
"successRate": 0.20185437776045725,
"wilsonLowerBound": 0.19870285119276418
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 19139,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5435,
"successRate": 0.2839751293171012,
"wilsonLowerBound": 0.27763044944991894
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 16424,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3967,
"successRate": 0.24153677545056015,
"wilsonLowerBound": 0.2350517102042789
}
},
"MetaX_c-500": {
"vllm": {
"framework": "vllm",
"modelCount": 70054,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 19241,
"successRate": 0.27465954834841694,
"wilsonLowerBound": 0.2713666950377904
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1892,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 1091,
"successRate": 0.5766384778012685,
"wilsonLowerBound": 0.5542412189405036
}
},
"Mthreads_s4000": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 48700,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 21766,
"successRate": 0.4469404517453799,
"wilsonLowerBound": 0.4425290805093777
},
"vllm": {
"framework": "vllm",
"modelCount": 41509,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5316,
"successRate": 0.12806861162639427,
"wilsonLowerBound": 0.12488824290948145
},
"vllm_tokenizer_patch": {
"framework": "vllm_tokenizer_patch",
"modelCount": 1284,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 0,
"successRate": 0.0,
"wilsonLowerBound": 0.0
}
},
"Sunrise_pt-200-x1": {
"sglang": {
"framework": "sglang",
"modelCount": 6289,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 192,
"successRate": 0.03052949594530132,
"wilsonLowerBound": 0.026555749965692398
},
"vllm": {
"framework": "vllm",
"modelCount": 10116,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 766,
"successRate": 0.07572162910241202,
"wilsonLowerBound": 0.07072574472839398
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 7947,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 3496,
"successRate": 0.43991443311941614,
"wilsonLowerBound": 0.42903251991423963
}
},
"Vastai_va16": {
"vllm": {
"framework": "vllm",
"modelCount": 7441,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 245,
"successRate": 0.03292568203198495,
"wilsonLowerBound": 0.02910607955810595
},
"vllm_fix_tokenizer": {
"framework": "vllm_fix_tokenizer",
"modelCount": 20357,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 5768,
"successRate": 0.28334233924448593,
"wilsonLowerBound": 0.27719337920801895
}
},
"hygon_k100-ai": {
"llamacpp": {
"framework": "llamacpp",
"modelCount": 29269,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 15006,
"successRate": 0.5126926099285934,
"wilsonLowerBound": 0.5069649134739714
},
"vllm": {
"framework": "vllm",
"modelCount": 68769,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 7460,
"successRate": 0.1084791112274426,
"wilsonLowerBound": 0.10617660930885846
},
"vllm-patch-tokenizer": {
"framework": "vllm-patch-tokenizer",
"modelCount": 14471,
"officialConfigError": null,
"officialConfigValid": true,
"successCount": 2616,
"successRate": 0.18077534379103033,
"wilsonLowerBound": 0.17459017554916595
}
}
}
},
"frameworkUpdatedAt": null,
"generatedAt": "2026-10-23T00:10:23.057700+00:00",
"gpuStats": {
"Ascend_910-b3": {
"available": true,
"backlogHours": 1596.2285714285715,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b3",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.8303109427812781,
"queueFactor": 0.9233086283860127,
"queueWeight": 0.9233086283860127,
"recentSuccess": 30,
"recentSuccessRate": 0.2857142857142857,
"recentTerminal": 105,
"recentWilsonLowerBound": 0.20806999151103064,
"running": 8,
"selectionWeight": 0.766633257713279,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 17.5,
"waiting": 27934
},
"Ascend_910-b4": {
"available": true,
"backlogHours": 1343.8758620689655,
"canVerify": true,
"error": null,
"gpu": "Ascend_910-b4",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 2.5,
"queueFactor": 0.9474521444386961,
"queueWeight": 0.9474521444386961,
"recentSuccess": 61,
"recentSuccessRate": 0.4206896551724138,
"recentTerminal": 145,
"recentWilsonLowerBound": 0.3433997829386164,
"running": 8,
"selectionWeight": 2.36863036109674,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 24.166666666666668,
"waiting": 32477
},
"Biren_166m": {
"available": true,
"backlogHours": 123.45535714285714,
"canVerify": true,
"error": null,
"gpu": "Biren_166m",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.4762617232584391,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 47,
"recentSuccessRate": 0.20982142857142858,
"recentTerminal": 224,
"recentWilsonLowerBound": 0.16161602164674732,
"running": 8,
"selectionWeight": 0.6191402402359708,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 37.333333333333336,
"waiting": 4609
},
"Cambricon_mlu-370-x4": {
"available": true,
"backlogHours": 1170.967741935484,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x4",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.47697167218266634,
"queueFactor": 0.967229238578147,
"queueWeight": 0.967229238578147,
"recentSuccess": 22,
"recentSuccessRate": 0.23655913978494625,
"recentTerminal": 93,
"recentWilsonLowerBound": 0.16172548448287755,
"running": 7,
"selectionWeight": 0.46134094730858594,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.5,
"waiting": 18150
},
"Cambricon_mlu-370-x8": {
"available": true,
"backlogHours": 308.20540540540543,
"canVerify": true,
"error": null,
"gpu": "Cambricon_mlu-370-x8",
"healthFactor": 1.0,
"maxConcurrentTasks": 7,
"qualityFactor": 0.1915889673367982,
"queueFactor": 1.1816398216707482,
"queueWeight": 1.1816398216707482,
"recentSuccess": 28,
"recentSuccessRate": 0.15135135135135136,
"recentTerminal": 185,
"recentWilsonLowerBound": 0.1068373151033279,
"running": 7,
"selectionWeight": 0.22638915319793704,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 30.833333333333332,
"waiting": 9503
},
"Iluvatar_bi-100": {
"available": true,
"backlogHours": 53.50125944584382,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 24,
"qualityFactor": 0.2543014661075637,
"queueFactor": 1.3,
"queueWeight": 1.3,
"recentSuccess": 61,
"recentSuccessRate": 0.15365239294710328,
"recentTerminal": 397,
"recentWilsonLowerBound": 0.1215128545358395,
"running": 24,
"selectionWeight": 0.33059190593983284,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 66.16666666666667,
"waiting": 3540
},
"Iluvatar_bi-150": {
"available": true,
"backlogHours": 285.6,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_bi-150",
"healthFactor": 1.0,
"maxConcurrentTasks": 50,
"qualityFactor": 0.32388268180564334,
"queueFactor": 1.1952188274009354,
"queueWeight": 1.1952188274009354,
"recentSuccess": 31,
"recentSuccessRate": 0.18787878787878787,
"recentTerminal": 165,
"recentWilsonLowerBound": 0.13563355997899723,
"running": 5,
"selectionWeight": 0.3871106791632113,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 27.5,
"waiting": 7854
},
"Iluvatar_mrv-100": {
"available": true,
"backlogHours": 3226.6,
"canVerify": true,
"error": null,
"gpu": "Iluvatar_mrv-100",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.9268490779015752,
"queueFactor": 0.8308055454409822,
"queueWeight": 0.8308055454409822,
"recentSuccess": 11,
"recentSuccessRate": 0.36666666666666664,
"recentTerminal": 30,
"recentWilsonLowerBound": 0.2187370220401768,
"running": 2,
"selectionWeight": 0.7700313537074895,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 5.0,
"waiting": 16133
},
"Kunlunxin_p-800": {
"available": true,
"backlogHours": 313.37142857142857,
"canVerify": true,
"error": null,
"gpu": "Kunlunxin_p-800",
"healthFactor": 1.0,
"maxConcurrentTasks": 8,
"qualityFactor": 0.44974884885203986,
"queueFactor": 1.1786971854324086,
"queueWeight": 1.1786971854324086,
"recentSuccess": 37,
"recentSuccessRate": 0.21142857142857144,
"recentTerminal": 175,
"recentWilsonLowerBound": 0.1574625617081521,
"running": 8,
"selectionWeight": 0.5301177022933652,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 29.166666666666668,
"waiting": 9140
},
"MetaX_c-500": {
"available": true,
"backlogHours": 501.17391304347825,
"canVerify": true,
"error": null,
"gpu": "MetaX_c-500",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.4853394252046453,
"queueFactor": 1.0985324431493086,
"queueWeight": 1.0985324431493086,
"recentSuccess": 31,
"recentSuccessRate": 0.2246376811594203,
"recentTerminal": 138,
"recentWilsonLowerBound": 0.1630090197301834,
"running": 4,
"selectionWeight": 0.5331611045267401,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 23.0,
"waiting": 11527
},
"Mthreads_s4000": {
"available": true,
"backlogHours": 1711.1086956521738,
"canVerify": true,
"error": null,
"gpu": "Mthreads_s4000",
"healthFactor": 1.0,
"maxConcurrentTasks": 4,
"qualityFactor": 0.7674468561641552,
"queueFactor": 0.913733434188175,
"queueWeight": 0.913733434188175,
"recentSuccess": 26,
"recentSuccessRate": 0.2826086956521739,
"recentTerminal": 92,
"recentWilsonLowerBound": 0.20075548814347025,
"running": 4,
"selectionWeight": 0.7012418514397919,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 15.333333333333334,
"waiting": 26237
},
"Sunrise_pt-200-x1": {
"available": true,
"backlogHours": 1998.1071428571427,
"canVerify": true,
"error": null,
"gpu": "Sunrise_pt-200-x1",
"healthFactor": 1.0,
"maxConcurrentTasks": 2,
"qualityFactor": 0.05,
"queueFactor": 0.8927263222957994,
"queueWeight": 0.8927263222957994,
"recentSuccess": 2,
"recentSuccessRate": 0.03571428571428571,
"recentTerminal": 56,
"recentWilsonLowerBound": 0.009849218502577643,
"running": 2,
"selectionWeight": 0.04463631611478997,
"stale": false,
"submissionEligible": false,
"throughputPerHour": 9.333333333333334,
"waiting": 18649
},
"Vastai_va16": {
"available": true,
"backlogHours": 704.4774193548387,
"canVerify": true,
"error": null,
"gpu": "Vastai_va16",
"healthFactor": 1.0,
"maxConcurrentTasks": 16,
"qualityFactor": 0.9825909026544487,
"queueFactor": 1.0438331728088774,
"queueWeight": 1.0438331728088774,
"recentSuccess": 45,
"recentSuccessRate": 0.2903225806451613,
"recentTerminal": 155,
"recentWilsonLowerBound": 0.22462146597970195,
"running": 16,
"selectionWeight": 1.025660979490932,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 25.833333333333332,
"waiting": 18199
},
"hygon_k100-ai": {
"available": true,
"backlogHours": 1194.3387096774193,
"canVerify": true,
"error": null,
"gpu": "hygon_k100-ai",
"healthFactor": 1.0,
"maxConcurrentTasks": 6,
"qualityFactor": 0.9170857158915171,
"queueFactor": 0.9643663097590838,
"queueWeight": 0.9643663097590838,
"recentSuccess": 36,
"recentSuccessRate": 0.2903225806451613,
"recentTerminal": 124,
"recentWilsonLowerBound": 0.21768665116080693,
"running": 6,
"selectionWeight": 0.8844065675670699,
"stale": false,
"submissionEligible": true,
"throughputPerHour": 20.666666666666668,
"waiting": 24683
}
},
"queueAttemptedAt": "2026-10-23T00:06:57.973382+00:00",
"queueError": null,
"queueUpdatedAt": "2026-10-23T00:06:57.973382+00:00",
"supportedGpus": [
"Cambricon_mlu-370-x4",
"Vastai_va16",
"Iluvatar_mrv-100",
"Kunlunxin_p-800",
"Iluvatar_bi-150",
"Biren_166m",
"Ascend_910-b3",
"Ascend_910-b4",
"hygon_k100-ai",
"MetaX_c-500",
"Sunrise_pt-200-x1",
"Iluvatar_bi-100",
"Cambricon_mlu-370-x8",
"Mthreads_s4000"
],
"taskTypes": [
"text-generation"
],
"throughputWindowHours": 6,
"version": 3
}